{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "32645dea",
   "metadata": {},
   "source": [
    "# CMSIS-DSP Python package example"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adbbe2cc",
   "metadata": {},
   "source": [
    "## Installing and importing the needed packages"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22230ac8",
   "metadata": {},
   "source": [
    "The following command may take some time to execute : the full cmsisdsp library is built."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e684be27",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install cmsisdsp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "19c6b88c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cmsisdsp as dsp\n",
    "import cmsisdsp.fixedpoint as f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13c4c9c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual,FloatSlider\n",
    "import ipywidgets as widgets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5e787dc",
   "metadata": {},
   "source": [
    "## Creating the signal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9135875",
   "metadata": {},
   "source": [
    "### Conversion functions to use CMSIS-DSP FFTs with complex numbers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c645caa",
   "metadata": {},
   "source": [
    "CMSIS-DSP FFTs are processing  array of complex numbers which are represented in memory asan array of floats. There is no specific data types for complex numbers.\n",
    "The Python array is containing complex numbers. They need to be replaced by a sequence of real numbers.\n",
    "The two functions below are doing those conversions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "79d91f10",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Array of complex numbers as an array of real numbers\n",
    "def imToReal1D(a):\n",
    "    ar=np.zeros(np.array(a.shape) * 2)\n",
    "    ar[0::2]=a.real\n",
    "    ar[1::2]=a.imag\n",
    "    return(ar)\n",
    "\n",
    "# Array of real numbers as an array of complex numbers\n",
    "def realToIm1D(ar):\n",
    "    return(ar[0::2] + 1j * ar[1::2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "57740f0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "nb = 512\n",
    "signal = None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a703fc4c",
   "metadata": {},
   "source": [
    "You can play with the slider to change the frequency of the signal.\n",
    "Don't forget to reconvert the signal to a Q15 format if you want to test the Q15 FFT."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "51cf9d5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "22fe7544575149eda77282c8f697c4a7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=100.0, continuous_update=False, description='f', max=150.0, min=10.0, …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact(f=FloatSlider(100,min=10,max=150,step=20,continuous_update=False))\n",
    "def gen_signal(f=100):\n",
    "    global signal\n",
    "    global nb\n",
    "    signal = np.sin(2 * np.pi * np.arange(nb)*f / nb) + 0.1*np.random.randn(nb)\n",
    "    plt.plot(signal)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a959962",
   "metadata": {},
   "source": [
    "## Using the F32 CMSIS-DSP FFT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5689ee9",
   "metadata": {},
   "source": [
    "The `arm_cfft_instance_f32` is created and initialized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "54ecc9ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "# CMSIS-DSP FFT F32 initialization\n",
    "cfftf32=dsp.arm_cfft_instance_f32()\n",
    "status=dsp.arm_cfft_init_f32(cfftf32,nb)\n",
    "print(status)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14d1ed0a",
   "metadata": {},
   "source": [
    "The log magnitude of the FFT is computed and siplayed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5a8d4c77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Re-evaluate this each time you change the signal\n",
    "signalR = imToReal1D(signal)\n",
    "\n",
    "if dsp.has_neon():\n",
    "   tmp_nb = dsp.arm_cfft_tmp_buffer_size(dt.F32,self.nb,1)\n",
    "   tmp = np.zeros(tmp_nb,dtype=np.float32)\n",
    "   resultR = dsp.arm_cfft_f32(cfftf32,signalR,0,tmp=tmp)\n",
    "else:\n",
    "   resultR = dsp.arm_cfft_f32(cfftf32,signalR,0,1)\n",
    "    \n",
    "resultI = realToIm1D(resultR)\n",
    "mag=20 * np.log10(np.abs(resultI))\n",
    "\n",
    "plt.plot(mag[1:nb//2])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42eb3a5e",
   "metadata": {},
   "source": [
    "## Using the Q15 CMSIS-DSP FFT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b757402",
   "metadata": {},
   "source": [
    "The signal must be converted to Q15 each time it is changed with the slider above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c2a9e191",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the signal to Q15 and viewed as a real array\n",
    "signalR = imToReal1D(signal)\n",
    "signalRQ15 = f.toQ15(signalR)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2652245c",
   "metadata": {},
   "source": [
    "The `arm_cfft_instance_q15` is created and initialized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8943c69c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "# Initialize the Q15 CFFT\n",
    "cfftq15 = dsp.arm_cfft_instance_q15()\n",
    "status = dsp.arm_cfft_init_q15(cfftq15,nb)\n",
    "print(status)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "21e39fca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute the Q15 CFFT and convert back to float and complex array\n",
    "if dsp.has_neon():\n",
    "   tmp_nb = dsp.arm_cfft_tmp_buffer_size(dt.Q15,self.nb,1)\n",
    "   tmp = np.zeros(tmp_nb,dtype=np.int16)\n",
    "   resultR = dsp.arm_cfft_q15(cfftq15,signalRQ15,0,tmp=tmp)\n",
    "else:\n",
    "   resultR = dsp.arm_cfft_q15(cfftq15,signalRQ15,0,1)\n",
    "\n",
    "resultR = f.Q15toF32(resultR)\n",
    "resultI = realToIm1D(resultR)*nb\n",
    "\n",
    "mag = 20 * np.log10(np.abs(resultI))\n",
    "plt.plot(mag[1:nb//2])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1aac0ecd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
